| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.543 | -0.062 |
|
Retracted Output
|
-0.437 | -0.050 |
|
Institutional Self-Citation
|
-0.739 | 0.045 |
|
Discontinued Journals Output
|
0.533 | -0.024 |
|
Hyperauthored Output
|
-1.153 | -0.721 |
|
Leadership Impact Gap
|
-1.257 | -0.809 |
|
Hyperprolific Authors
|
-1.211 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.565 | -0.515 |
Hebei University of Engineering demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.304. The institution exhibits exceptional strengths in managing key research risks, with very low exposure in areas such as retracted output, hyper-prolific authorship, and institutional self-citation, often performing significantly better than the national average. This solid foundation is, however, contrasted by two specific vulnerabilities: a medium risk level in the Rate of Multiple Affiliations and the Rate of Output in Discontinued Journals, which represent deviations from the national standard. According to SCImago Institutions Rankings data, these operational aspects coexist with strong national research rankings in thematic areas such as Veterinary, Economics, Econometrics and Finance, Computer Science, and Medicine. While the institution's overall low-risk profile strongly supports its mission to ensure the "overall quality of education," the identified vulnerabilities in affiliation practices and journal selection could undermine its commitment to "educational innovation." To fully align its practices with its mission, it is recommended that the university leverage its strong governance framework to develop targeted policies that address these specific risk areas, thereby reinforcing its commitment to excellence and responsible research.
The institution's Z-score of 0.543 moderately deviates from the national average of -0.062, suggesting a greater sensitivity to risk factors in this area compared to its peers. While multiple affiliations are often legitimate, this higher rate warrants a review to ensure all declared affiliations are substantive and strategically aligned. A disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping,” and verifying the nature of these collaborations is key to maintaining transparent and accurate institutional representation.
With a Z-score of -0.437, well below the national average of -0.050, the institution demonstrates a very low and well-managed rate of retracted publications. This strong performance indicates that its quality control mechanisms and pre-publication supervision are highly effective. The absence of risk signals in this indicator aligns with the national standard and points to a healthy integrity culture, where methodological rigor is prioritized and systemic failures in quality control are successfully avoided.
The institution exhibits notable resilience against national trends, with its Z-score of -0.739 contrasting sharply with the country's medium-risk average of 0.045. This suggests that internal control mechanisms are effectively mitigating the systemic risks of excessive self-citation prevalent in the wider environment. By ensuring its research is validated by the global community rather than within a scientific 'echo chamber,' the university avoids the risk of endogamous impact inflation and demonstrates that its academic influence is based on broad external recognition.
The institution's Z-score of 0.533 for publications in discontinued journals marks a moderate deviation from the national average of -0.024, indicating a greater exposure to this risk than its peers. This pattern constitutes a critical alert regarding due diligence in selecting dissemination channels. A significant presence in journals that do not meet international ethical or quality standards exposes the institution to severe reputational risks and suggests an urgent need for improved information literacy among researchers to avoid channeling valuable work into 'predatory' or low-quality outlets.
The institution's Z-score of -1.153 is significantly lower than the national average of -0.721, reflecting a very low incidence of hyper-authored publications. This demonstrates a consistent and responsible approach to authorship that aligns with the national standard. The data suggests the university effectively avoids practices such as author list inflation or 'honorary' authorships, thereby preserving individual accountability and transparency in its research outputs.
With a Z-score of -1.257, which is even lower than the very low national average of -0.809, the institution shows a complete absence of risk signals in this area. This exceptional result indicates a highly sustainable research model where scientific prestige is structural and built upon genuine internal capacity. The minimal gap between the impact of its overall output and the work led by its own researchers confirms that the institution exercises intellectual leadership and is not dependent on external partners for its scientific influence.
The institution demonstrates a remarkable preventive isolation from national trends, with a Z-score of -1.211 compared to the country's medium-risk average of 0.425. This shows that the university does not replicate the risk dynamics associated with extreme individual publication volumes. By fostering an environment that prioritizes quality over sheer quantity, the institution effectively mitigates risks such as coercive authorship or credit being assigned without meaningful participation, thus upholding the integrity of its scientific record.
With a Z-score of -0.268, below the national average of -0.010, the institution maintains a very low rate of publication in its own journals, showing consistency with the national low-risk profile. This practice demonstrates a strong commitment to independent external peer review and global visibility. By avoiding over-reliance on in-house journals, the university effectively mitigates potential conflicts of interest and the risk of academic endogamy, ensuring its research is validated through standard competitive channels.
The institution's Z-score of -0.565, slightly below the already low national average of -0.515, indicates a total absence of risk signals related to redundant publications. This performance suggests a research culture that values substantive contributions over artificially inflated publication counts. The data confirms that the institution's authors prioritize the communication of significant new knowledge rather than engaging in 'salami slicing,' a practice that fragments studies and undermines the scientific record.
